Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129930	ENR	Ryan Perkins	1944-11-25	UHC-46441-06	3955422392	2850 Highland Ave, Los Angeles, CA, 90078	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112609	ENR	Bradley I Bishop	1993-11-05	UHC-27079-25	6598252726	4050 Meadow Ln Apt 2, Nashville, TN, 37283	0.62	Phone reformatted Unit split from street City re-cased State code upper-cased+3 more
ENR-136412	ENR	Madison Obrien	1943-10-16	UHC-27298-84	—	7820 Palm Dr, Nashville, TN, 37261	0.62	Name split from “Last, First”Name re-cased Phone missing area code Member ID reformatted+3 more
ENR-107502	ENR	Abigail T Little	1976-10-18	UHC-77190-83	4514229141	7922 Apache Blvd # 777, Fresno, CA, 93788	0.62	Name re-cased Phone reformatted Unit split from street City re-cased+3 more
ENR-138321	ENR	Theresa Stephens	1963-10-20	UHC-65181-56	8785544791	5288 Market St, Tempe, AZ, 85225	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129869	ENR	Ethan L Fernadez	2000-08-05	UHC-55755-30	9734901084	3381 Church St, San Diego, CA, 92166	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-133049	ENR	Wayne Allen	1970-09-04	UHC-88054-22	6023760712	5414 Spring St, Tampa, FL	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-122182	ENR	Michael Fields	1975-05-21	UHC-66733-77	—	6609 Canyon Rd, Scottsdale, AZ, 85295	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100165	ENR	Samuel A Reyes	1942-09-26	UHC-96397-53	—	7713 Park Pl, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-116302	ENR	Omar Reyes	1965-10-23	UHC-05993-47	3578340685	4469 Harbor Blvd, Charlotte, NC, 28275	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-100065	ENR	Bruce H Alvarez	1947-02-26	UHC-51055-33	4805839214	8962 Camelback Rd Apt 19, Las Vegas, NV, 89156	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127631	ENR	Emily Gonzalez	1984-06-09	UHC-18091-41	8459956614	6656 River Rd, Los Angeles, CA, 90034	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113820	ENR	Bradley Perkins	2003-08-26	UHC-98736-97	4055901924	616 Lincoln Way, Sacramento, CA, 95898	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120139	ENR	Roger R Aguilar	—	UHC-34944-90	7769273954	6818 Baseline Rd, Minneapolis, MN, 55482	0.62	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
ENR-122366	ENR	Ana Meyeer	1985-10-10	UHC-60179-69	8388123067	1364 Mountain View Dr, Atlanta, GA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-139073	ENR	Grace Garza	2002-11-10	UHC-70601-88	9006582811	7828 Maple Ave, Chandler, AZ, 85281	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-135781	ENR	Austin R Medina	1954-03-06	UHC-50918-06	—	4470 Main St, Fresno, CA, 93780	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-116537	ENR	Larry Chavez	1957-10-23	UHC-76852-65	9334253153	3923 Lincoln Way, Glendale, AZ, 85348	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-112022	ENR	Janice Marshall	1952-09-07	UHC-92674-04	6509203588	2157 Highland Ave Apt 24, Scottsdale, AZ, 85251	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-106886	ENR	Santiago I Reed	1939-10-16	UHC-78931-81	6168328261	2480 Harbor Blvd, Austin, TX	0.62	Date of birth reformatted Phone reformatted City re-cased State name converted to code+3 more
ENR-139354	ENR	Dylan D Warren	1952-05-22	UHC-65940-02	2614287832	2857 Main St, San Diego, CA, 92134	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-103588	ENR	Katherine Hill	1979-09-20	UHC-53855-27	7516947971	983 Spring St, Fresno, CA, 93731	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113381	ENR	Athony Brown	1994-07-16	UHC-68012-85	8139803869	5356 Lake View Rd, Plano, TX, 75073	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110862	ENR	Mei Mason	1952-07-13	UHC-10773-28	4749036821	5291 Mesa Dr Apt 13, Gilbert, AZ, 85212	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134924	ENR	Wayne Y Williamms	1985-03-11	UHC-69696-29	9263253755	8756 Grand Ave, Jacksonville, FL, 32259	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105937	ENR	Charles U Jones	1950-06-21	UHC-98664-57	—	1193 Ocean Ave, Mesa, AZ, 85209	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-102718	ENR	Grace T Peterson	1987-07-11	UHC-80834-29	2825513637	116 Highland Ave, Glendale, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-108328	ENR	Virginia G Carter	1958-06-24	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134743	ENR	Seen R Jones	1947-05-03	UHC-22092-71	3207778085	8932 Hillcrest Rd, Mesa, AZ, 85286	0.62	Name re-cased Phone reformatted City re-cased State name converted to code+3 more
ENR-130859	ENR	Paul Lawson	1967-01-26	UHC-77158-43	8338077978	3409 Elm St, Tempe, AZ, 85233	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-105965	ENR	Roger Lawrence	1953-11-17	UHC-05657-40	5462796789	5935 Meadow Ln, Las Vegas, NV, 89126	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141872	ENR	Donna Kennedy	1992-12-05	UHC-09408-30	3328963228	2000 Canyon Rd, Nashville, TN, 37271	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-130500	ENR	Bradley U Green	1970-06-22	UHC-21055-73	4128872134	6742 Market St, Austin, TX, 78741	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113965	ENR	Julia F Warren	1973-07-24	UHC-47230-50	—	3008 Church St, Minneapolis, MN, 55415	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-117230	ENR	Angela Greene	1983-06-07	UHC-22046-69	9108073288	9228 Ocean Ave, Glendale, AZ, 85369	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123699	ENR	Mariana M Reyd	1962-08-21	UHC-79629-60	6172878659	8707 Main St, Glendale, AZ, 85384	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140595	ENR	Marcus W Bailey	1940-11-16	UHC-27177-20	—	7682 Spring St, Las Vegas, NV, 89135	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-134326	ENR	Judy Nelson	1952-10-02	UHC-65995-66	7873525343	5320 River Rd, Tucson, AZ, 85710	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-139583	ENR	Keith Howell	1992-02-06	UHC-30928-47	4527031128	200 Camelback Rd # 852, Dallas, TX, 75201	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-105874	ENR	Justin V Crawford	—	UHC-66696-56	4915538423	3216 Park Pl, Houston, TX, 77003	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-123844	ENR	Sofia L Grannt	1985-08-17	UHC-24068-09	2297766274	2301 Baseline Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123702	ENR	Margaret Q Perry	1969-11-26	UHC-92594-86	8677260266	833 Apache Blvd, Scottsdale, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126636	ENR	Angela Romero	1988-04-27	UHC-21428-28	7156003594	1730 Hillcrest Rd, Phoenix, AZ, 85077	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113336	ENR	Benjamin R Guerrero	1983-12-14	UHC-15470-67	—	7051 Central Ave # 523, Fresno, CA, 93731	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125859	ENR	Lisa Y Young	1964-10-21	UHC-82516-84	5828696368	2499 Elm St, Fresno, CA, 93777	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-114570	ENR	Henry Peters	1946-04-15	UHC-24087-69	2908779119	7036 Central Ave, Tempe, AZ, 85230	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-137391	ENR	Heather Evans	1974-02-07	UHC-73056-65	—	2793 Elm St, Atlanta, GA, 30316	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111119	ENR	Daiel Menodza	1952-12-24	UHC-41060-11	2149895484	1278 Mesa Dr, Atlanta, GA, 30374	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 45 of 169Previous Next